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import openai
from time import time
import os
import logging
import streamlit as st
openai.api_key = st.secrets["openai_api_key"]
def gpt_rephrase(fact):
# Dynamically generate the prompt to rephrase the fact as a PubMed query using GPT3.5
prompt = f"Rephrase the following fact as a Pubmed search query.\n\
FACT: {fact}\n\
PUBMED QUERY:"
try:
response = openai.Completion.create(
model="text-davinci-003",
prompt=prompt,
max_tokens=250,
temperature=0
)
response = response['choices'][0]['text'].strip()
filename = '%s_gpt3.txt' % time()
# Create the logs folder if it does not exist
if not os.path.exists('gpt3_rephrase_logs'):
os.makedirs('gpt3_rephrase_logs')
# Save the whole prompt and the response so that we can inspect it when necessary
with open('gpt3_rephrase_logs/%s' % filename, 'w', encoding="utf-8") as outfile:
outfile.write('PROMPT:\n\n' + prompt + '\n\n###############\n\nRESPONSE:\n\n' + response)
return response
except Exception as e:
logging.error("Error communicating with OpenAI (rephrase): ", exc_info=e)
def check_fact(evidence, fact):
# Dynamically generate the prompt to check the fact against the given PubMed article conclusion/abstract
prompt = f"Based exclusively on the evidence provided, is the following hypothesis True, False or Undetermined?\n\
EVIDENCE: {evidence}\n \
HYPOTHESIS: {fact}\n \
ANSWER:"
try:
response = openai.Completion.create(
model="text-davinci-003",
prompt=prompt,
max_tokens=2, # Don't need more for true/false/undetermined
temperature=0
)
response = response['choices'][0]['text'].strip()
response = response.replace('.', '')
filename = '%s_gpt3.txt' % time()
if not os.path.exists('gpt3_factchecking_logs'):
os.makedirs('gpt3_factchecking_logs')
with open('gpt3_factchecking_logs/%s' % filename, 'w', encoding="utf-8") as outfile:
outfile.write('PROMPT:\n\n' + prompt + '\n\n###############\n\nRESPONSE:\n\n' + response)
return response
except Exception as e:
logging.error("Error communicating with OpenAI (check_fact): ", exc_info=e)
def gpt35_rephrase(fact):
# Dynamically generate the prompt to rephrase the fact as a PubMed query using GPT3.5 turbo - lower cost than 3.5
prompt = f"Rephrase the following fact as a Pubmed search query.\n\
FACT: {fact}\n\
PUBMED QUERY:"
try:
response = openai.ChatCompletion.create(
model="gpt-3.5-turbo",
messages=[
{"role": "user",
"content": prompt}
]
)
response = response['choices'][0]['message']['content'].strip()
filename = '%s_gpt3.txt' % time()
if not os.path.exists('gpt35_rephrase_logs'):
os.makedirs('gpt35_rephrase_logs')
with open('gpt35_rephrase_logs/%s' % filename, 'w', encoding="utf-8") as outfile:
outfile.write('PROMPT:\n\n' + prompt + '\n\n###############\n\nRESPONSE:\n\n' + response)
return response
except Exception as e:
logging.error("Error communicating with OpenAI (gpt35_rephrase): ", exc_info=e)
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